@article{guidedflowmatchingforforwardandinversepd, title = {Guided Flow Matching for Forward and Inverse PDE Problems with Sparse Observations: Algorithm and Theory}, author = {Xifeng Zhang and Jin Zhao}, year = {2026}, eprint = {2605.25509}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2605.25509}, }